DocumentCode
495276
Title
Memory in Silico: Building a Neuromimetic Episodic Cognitive Model
Author
Taylor, S.E. ; Vineyard, C.M. ; Healy, M.J. ; Caudell, T.P. ; Cohen, N.J. ; Watson, P. ; Verzi, S.J. ; Morrow, J.D. ; Bernard, M.L. ; Eichenbaum, H.
Author_Institution
Univ. of New Mexico, Albuquerque, NM, USA
Volume
5
fYear
2009
fDate
March 31 2009-April 2 2009
Firstpage
733
Lastpage
737
Abstract
We propose a neurologically plausible computational architecture to model human episodic memory and recall based on cortical-hippocampal structure and function. The model design is inspired by neuroscience findings and categorical neural semantic theory. Fuzzy Adaptive Resonance Theory (ART) and temporal integration are used to form episodic representations. Supported by the mathematical formalism of category theory, we theorize that correctly forming and manipulating episodic representations of sensory inputs, we can model elements of cognitive behavior. We demonstrate the architecturepsilas function by comparison to human experiments in an episodic memory task.
Keywords
category theory; fuzzy set theory; neural nets; neurophysiology; categorical neural semantic theory; category theory; cognitive behavior; cortical-hippocampal function; cortical-hippocampal structure; episodic memory task; episodic representation; fuzzy adaptive resonance theory; human episodic memory; mathematical formalism; model design; neurologically plausible computational architecture; neuromimetic episodic cognitive model; sensory inputs; temporal integration; Biological system modeling; Biology computing; Brain modeling; Computational modeling; Computer architecture; Hippocampus; Humans; Neurons; Resonance; Subspace constraints; adaptive resonance theory; cognitive model; cortex; episodic memory; hippocampus; neural network;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science and Information Engineering, 2009 WRI World Congress on
Conference_Location
Los Angeles, CA
Print_ISBN
978-0-7695-3507-4
Type
conf
DOI
10.1109/CSIE.2009.978
Filename
5170630
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